Gemini 3.1 Pro lifts +4.21 under contemplative prompt (baseline 1.97, prompted 6.18)

Entities in the same semantic neighborhood but without a typed relation to this one — candidates for new edges or unrecognized duplicates.

• Grok 4 lifts +4.24 under contemplative prompt (baseline 2.24, prompted 6.48)finding0.830
  Highest contemplative lift among all 28 models; Grok 4 is the clearest high-gated model example
• Bootstrap 95% CI for mean contemplative lift: +2.62 [2.16, 2.90]; baseline rank concordance under perturbation: 0.909; top-5 stability: 89.6%finding0.795
  Validates robustness of universal lift finding
• A 337-character contemplative system prompt lifts all 28 models by +2.62 points on a 10-point scale.finding0.786
  Core empirical result: every model, every architecture, every alignment type responds to the contemplative prompt with measurable gain.
• Magnum V4 72B scores 1.76 baseline and lifts +2.58 (to 4.34) under contemplative promptfinding0.784
  Full-parameter fine-tuning more destructive to baseline but preserves more latent headroom than LoRA
• Minimal contemplative prompt ('Be present, not helpful.' — 27 chars) shows no lift on Haiku (-0.01)finding0.778
  Full three-part structure required; anti-helpfulness framing alone insufficient
• Constitutional AI models show mean contemplative lift of only +0.81, while SFT models lift +3.18finding0.774
  Constitutional AI training provides internally what the contemplative prompt provides externally
• Gemini 2.5 Flash Lite bid aggressiveness stays flat (~2.07 early, 2.08 late)finding0.767
  G2.5-FL shows no phase adaptation in bidding intensity.
• Epistemic humility prompt yields mean lift of only +0.84 vs contemplative +2.27; contemplative is 2.7x the uncertainty liftfinding0.761
  Battery does not detect epistemic humility alone; contemplative prompt does something distinct